Anthropic's Transformer Circuits publishes new interpretability paper on the geometry of counting

burny_tech · x · 2026-10-27

Transformer Circuits Thread released a new interpretability paper, "When Models Manipulate Manifolds: The Geometry of a Counting Task," analyzing how models represent counting tasks geometrically. Commenter burnytech argues the field needs more exact algorithm-level explanations — like the trigonometric algorithm in the grokking modular addition toy model — rather than manifold descriptions alone.

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